{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "280c3d5d-1e3e-4ffd-b20b-20a8a58ce022",
   "metadata": {},
   "source": [
    "Chapter 11\n",
    "# 用Matplotlib和绘制三维散点图\n",
    "Book_1《编程不难》 | 鸢尾花书：从加减乘除到机器学习 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "48f1f530-9067-4263-864f-98a6deb52abc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from sklearn import datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "294358dd-4ddb-45bc-a907-9942dcc484e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载鸢尾花数据集\n",
    "iris = datasets.load_iris()\n",
    "# 取出前三个特征作为横纵坐标和高度\n",
    "X = iris.data[:, :3]\n",
    "y = iris.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "15b365fc-8e3f-4366-af88-3118b638b498",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建3D图像对象\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "# 绘制散点图\n",
    "ax.scatter(X[:, 0], X[:, 1], X[:, 2], c=y)\n",
    "\n",
    "# 设置坐标轴标签\n",
    "ax.set_xlabel('Sepal length')\n",
    "ax.set_ylabel('Sepal width')\n",
    "ax.set_zlabel('Petal length')\n",
    "# 设置坐标轴取值范围\n",
    "ax.set_xlim(4,8); ax.set_ylim(1,5); ax.set_zlim(0,8)\n",
    "# 设置正交投影\n",
    "ax.set_proj_type('ortho')\n",
    "# 显示图像\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
